Dataset statistics
| Number of variables | 10 |
|---|---|
| Number of observations | 28284 |
| Missing cells | 22953 |
| Missing cells (%) | 8.1% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 2.4 MiB |
| Average record size in memory | 88.0 B |
Variable types
| Numeric | 10 |
|---|
EC is highly overall correlated with DO | High correlation |
DO is highly overall correlated with EC and 1 other fields | High correlation |
Temp is highly overall correlated with DO | High correlation |
pH has 3779 (13.4%) missing values | Missing |
EC has 7560 (26.7%) missing values | Missing |
DO has 3805 (13.5%) missing values | Missing |
TP has 385 (1.4%) missing values | Missing |
ORP has 3705 (13.1%) missing values | Missing |
Temp has 3703 (13.1%) missing values | Missing |
TEMP has unique values | Unique |
Reproduction
| Analysis started | 2023-03-05 04:37:55.763985 |
|---|---|
| Analysis finished | 2023-03-05 04:38:15.322144 |
| Duration | 19.56 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
pH
Real number (ℝ)
| Distinct | 8492 |
|---|---|
| Distinct (%) | 34.7% |
| Missing | 3779 |
| Missing (%) | 13.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.3769509 |
| Minimum | 0.19 |
|---|---|
| Maximum | 12.9725 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 441.9 KiB |
Quantile statistics
| Minimum | 0.19 |
|---|---|
| 5-th percentile | 5.0608333 |
| Q1 | 6.3316667 |
| median | 7.1183333 |
| Q3 | 7.9141667 |
| 95-th percentile | 11.548333 |
| Maximum | 12.9725 |
| Range | 12.7825 |
| Interquartile range (IQR) | 1.5825 |
Descriptive statistics
| Standard deviation | 1.8605702 |
|---|---|
| Coefficient of variation (CV) | 0.25221399 |
| Kurtosis | 1.1393273 |
| Mean | 7.3769509 |
| Median Absolute Deviation (MAD) | 0.79041667 |
| Skewness | 0.6973521 |
| Sum | 180772.18 |
| Variance | 3.4617215 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6.78 | 26 | 0.1% |
| 6.79 | 23 | 0.1% |
| 5.62 | 20 | 0.1% |
| 6.84 | 20 | 0.1% |
| 6.2 | 19 | 0.1% |
| 6.77 | 19 | 0.1% |
| 7.5075 | 17 | 0.1% |
| 7.238333333 | 16 | 0.1% |
| 7.32 | 16 | 0.1% |
| 7.284166667 | 16 | 0.1% |
| Other values (8482) | 24313 | |
| (Missing) | 3779 | 13.4% |
| Value | Count | Frequency (%) |
| 0.19 | 1 | < 0.1% |
| 0.21 | 3 | |
| 0.24 | 1 | < 0.1% |
| 0.505 | 1 | < 0.1% |
| 0.9485714286 | 1 | < 0.1% |
| 1.01 | 1 | < 0.1% |
| 1.015 | 1 | < 0.1% |
| 1.710833333 | 1 | < 0.1% |
| 1.773333333 | 1 | < 0.1% |
| 1.794166667 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 12.9725 | 1 | |
| 12.91583333 | 1 | |
| 12.906 | 1 | |
| 12.89583333 | 1 | |
| 12.88333333 | 1 | |
| 12.84916667 | 1 | |
| 12.82583333 | 1 | |
| 12.81416667 | 1 | |
| 12.80916667 | 1 | |
| 12.8025 | 1 |
EC
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 19001 |
|---|---|
| Distinct (%) | 91.7% |
| Missing | 7560 |
| Missing (%) | 26.7% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 24833.394 |
| Minimum | 0.01 |
|---|---|
| Maximum | 49986.975 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 441.9 KiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 8.6051667 |
| Q1 | 2992.5004 |
| median | 29506.673 |
| Q3 | 41737.033 |
| 95-th percentile | 46482.286 |
| Maximum | 49986.975 |
| Range | 49986.965 |
| Interquartile range (IQR) | 38744.533 |
Descriptive statistics
| Standard deviation | 18298.128 |
|---|---|
| Coefficient of variation (CV) | 0.73683559 |
| Kurtosis | -1.6020623 |
| Mean | 24833.394 |
| Median Absolute Deviation (MAD) | 14776.052 |
| Skewness | -0.29067802 |
| Sum | 5.1464726 × 108 |
| Variance | 3.348215 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1000 | 308 | 1.1% |
| 9.38 | 145 | 0.5% |
| 6.25 | 106 | 0.4% |
| 15.62 | 85 | 0.3% |
| 3.13 | 33 | 0.1% |
| 12.5 | 24 | 0.1% |
| 18.75 | 23 | 0.1% |
| 6.4675 | 13 | < 0.1% |
| 9.336666667 | 13 | < 0.1% |
| 9.9 | 13 | < 0.1% |
| Other values (18991) | 19961 | |
| (Missing) | 7560 | 26.7% |
| Value | Count | Frequency (%) |
| 0.01 | 3 | < 0.1% |
| 0.11 | 1 | < 0.1% |
| 0.52 | 9 | |
| 0.53 | 2 | < 0.1% |
| 0.63 | 2 | < 0.1% |
| 0.732 | 1 | < 0.1% |
| 0.78 | 5 | |
| 0.7825 | 1 | < 0.1% |
| 0.785 | 1 | < 0.1% |
| 0.79 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 49986.975 | 1 | |
| 49968.575 | 1 | |
| 49963.4125 | 1 | |
| 49962.3075 | 1 | |
| 49961.46 | 1 | |
| 49942.9675 | 1 | |
| 49935.04571 | 1 | |
| 49929.755 | 1 | |
| 49924.05273 | 1 | |
| 49913.935 | 1 |
DO
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 9006 |
|---|---|
| Distinct (%) | 36.8% |
| Missing | 3805 |
| Missing (%) | 13.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5.8992065 |
| Minimum | 0.01 |
|---|---|
| Maximum | 10.785 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 441.9 KiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 2.1524167 |
| Q1 | 4.1427273 |
| median | 6.7425 |
| Q3 | 7.5366667 |
| 95-th percentile | 8.2841667 |
| Maximum | 10.785 |
| Range | 10.775 |
| Interquartile range (IQR) | 3.3939394 |
Descriptive statistics
| Standard deviation | 2.0652889 |
|---|---|
| Coefficient of variation (CV) | 0.35009605 |
| Kurtosis | -0.43297659 |
| Mean | 5.8992065 |
| Median Absolute Deviation (MAD) | 1.2508333 |
| Skewness | -0.74785902 |
| Sum | 144406.68 |
| Variance | 4.2654183 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.01 | 170 | 0.6% |
| 0.565 | 56 | 0.2% |
| 0.2875 | 23 | 0.1% |
| 7.066666667 | 16 | 0.1% |
| 0.015 | 16 | 0.1% |
| 7.1175 | 16 | 0.1% |
| 7.116666667 | 16 | 0.1% |
| 7.123333333 | 15 | 0.1% |
| 6.9675 | 14 | < 0.1% |
| 7.3 | 14 | < 0.1% |
| Other values (8996) | 24123 | |
| (Missing) | 3805 | 13.5% |
| Value | Count | Frequency (%) |
| 0.01 | 170 | |
| 0.01083333333 | 2 | < 0.1% |
| 0.01111111111 | 1 | < 0.1% |
| 0.01166666667 | 1 | < 0.1% |
| 0.01363636364 | 1 | < 0.1% |
| 0.01416666667 | 1 | < 0.1% |
| 0.015 | 16 | 0.1% |
| 0.02 | 3 | < 0.1% |
| 0.02090909091 | 1 | < 0.1% |
| 0.025 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 10.785 | 1 | |
| 9.484166667 | 1 | |
| 9.361666667 | 1 | |
| 9.2225 | 1 | |
| 9.181818182 | 1 | |
| 9.1475 | 1 | |
| 9.145833333 | 1 | |
| 9.104166667 | 1 | |
| 9.060909091 | 1 | |
| 9.055833333 | 1 |
TSS
Real number (ℝ)
| Distinct | 26720 |
|---|---|
| Distinct (%) | 94.5% |
| Missing | 14 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 105.50781 |
| Minimum | 0.0125 |
|---|---|
| Maximum | 999 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 441.9 KiB |
Quantile statistics
| Minimum | 0.0125 |
|---|---|
| 5-th percentile | 1.6462083 |
| Q1 | 30.331042 |
| median | 109.56744 |
| Q3 | 146.33029 |
| 95-th percentile | 191.72383 |
| Maximum | 999 |
| Range | 998.9875 |
| Interquartile range (IQR) | 115.99925 |
Descriptive statistics
| Standard deviation | 109.19446 |
|---|---|
| Coefficient of variation (CV) | 1.034942 |
| Kurtosis | 33.103924 |
| Mean | 105.50781 |
| Median Absolute Deviation (MAD) | 49.814014 |
| Skewness | 4.6092594 |
| Sum | 2982705.7 |
| Variance | 11923.43 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 999 | 208 | 0.7% |
| 1.44 | 94 | 0.3% |
| 1.38 | 65 | 0.2% |
| 1.06 | 63 | 0.2% |
| 1.56 | 55 | 0.2% |
| 1.12 | 32 | 0.1% |
| 1.25 | 22 | 0.1% |
| 0.94 | 20 | 0.1% |
| 1.19 | 18 | 0.1% |
| 1.62 | 15 | 0.1% |
| Other values (26710) | 27678 |
| Value | Count | Frequency (%) |
| 0.0125 | 1 | |
| 0.02 | 1 | |
| 0.02272727273 | 1 | |
| 0.03142857143 | 1 | |
| 0.04444444444 | 1 | |
| 0.04636363636 | 1 | |
| 0.05 | 1 | |
| 0.05555555556 | 1 | |
| 0.05636363636 | 1 | |
| 0.05727272727 | 1 |
| Value | Count | Frequency (%) |
| 999 | 208 | |
| 926.3294814 | 1 | < 0.1% |
| 924.3255759 | 1 | < 0.1% |
| 854.9317504 | 1 | < 0.1% |
| 612.172313 | 1 | < 0.1% |
| 541.5766667 | 1 | < 0.1% |
| 541.5741667 | 1 | < 0.1% |
| 541.5733333 | 1 | < 0.1% |
| 541.5616667 | 1 | < 0.1% |
| 541.4533333 | 1 | < 0.1% |
TN
Real number (ℝ)
| Distinct | 28165 |
|---|---|
| Distinct (%) | 99.6% |
| Missing | 2 |
| Missing (%) | < 0.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.6018018 |
| Minimum | 1.8077232 |
|---|---|
| Maximum | 13.765242 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 441.9 KiB |
Quantile statistics
| Minimum | 1.8077232 |
|---|---|
| 5-th percentile | 2.7729578 |
| Q1 | 3.2552725 |
| median | 3.5886533 |
| Q3 | 3.9300946 |
| 95-th percentile | 4.4480167 |
| Maximum | 13.765242 |
| Range | 11.957519 |
| Interquartile range (IQR) | 0.67482207 |
Descriptive statistics
| Standard deviation | 0.52666907 |
|---|---|
| Coefficient of variation (CV) | 0.14622378 |
| Kurtosis | 9.7495074 |
| Mean | 3.6018018 |
| Median Absolute Deviation (MAD) | 0.33698284 |
| Skewness | 0.92566443 |
| Sum | 101866.16 |
| Variance | 0.27738031 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3.6 | 6 | < 0.1% |
| 3.51 | 6 | < 0.1% |
| 3.27 | 5 | < 0.1% |
| 3.5 | 4 | < 0.1% |
| 3.44 | 4 | < 0.1% |
| 3.5325 | 4 | < 0.1% |
| 3.25 | 4 | < 0.1% |
| 3.3 | 4 | < 0.1% |
| 3.46 | 4 | < 0.1% |
| 3.05 | 3 | < 0.1% |
| Other values (28155) | 28238 |
| Value | Count | Frequency (%) |
| 1.807723154 | 1 | |
| 1.853373451 | 1 | |
| 1.867351018 | 1 | |
| 1.923949488 | 1 | |
| 1.943381525 | 1 | |
| 1.956194734 | 1 | |
| 1.960753482 | 1 | |
| 1.963886383 | 1 | |
| 1.983760958 | 1 | |
| 2.025833333 | 1 |
| Value | Count | Frequency (%) |
| 13.76524247 | 1 | |
| 10 | 1 | |
| 9.729166667 | 1 | |
| 9.5325 | 1 | |
| 9.005 | 1 | |
| 8.991666667 | 1 | |
| 8.74 | 1 | |
| 8.73 | 1 | |
| 8.219166667 | 1 | |
| 7.944515481 | 1 |
TP
Real number (ℝ)
| Distinct | 27718 |
|---|---|
| Distinct (%) | 99.4% |
| Missing | 385 |
| Missing (%) | 1.4% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 73.445576 |
| Minimum | 0.01 |
|---|---|
| Maximum | 224.57753 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 441.9 KiB |
Quantile statistics
| Minimum | 0.01 |
|---|---|
| 5-th percentile | 47.68483 |
| Q1 | 62.536525 |
| median | 73.166216 |
| Q3 | 84.517182 |
| 95-th percentile | 102.21543 |
| Maximum | 224.57753 |
| Range | 224.56753 |
| Interquartile range (IQR) | 21.980656 |
Descriptive statistics
| Standard deviation | 17.768747 |
|---|---|
| Coefficient of variation (CV) | 0.2419308 |
| Kurtosis | 2.2923111 |
| Mean | 73.445576 |
| Median Absolute Deviation (MAD) | 10.98173 |
| Skewness | -0.33775318 |
| Sum | 2049058.1 |
| Variance | 315.72835 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.01 | 53 | 0.2% |
| 0.02 | 38 | 0.1% |
| 0.03 | 16 | 0.1% |
| 0.05 | 12 | < 0.1% |
| 0.04 | 9 | < 0.1% |
| 0.07 | 7 | < 0.1% |
| 0.11 | 6 | < 0.1% |
| 0.0175 | 5 | < 0.1% |
| 0.1 | 5 | < 0.1% |
| 0.0225 | 5 | < 0.1% |
| Other values (27708) | 27743 | |
| (Missing) | 385 | 1.4% |
| Value | Count | Frequency (%) |
| 0.01 | 53 | |
| 0.01083333333 | 2 | < 0.1% |
| 0.0125 | 3 | < 0.1% |
| 0.01333333333 | 4 | < 0.1% |
| 0.01416666667 | 1 | < 0.1% |
| 0.01416666667 | 1 | < 0.1% |
| 0.015 | 4 | < 0.1% |
| 0.01666666667 | 2 | < 0.1% |
| 0.0175 | 5 | < 0.1% |
| 0.0175 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 224.577528 | 1 | |
| 188.4112099 | 1 | |
| 160.2055737 | 1 | |
| 151.3171901 | 1 | |
| 149.2781873 | 1 | |
| 148.2213012 | 1 | |
| 144.188259 | 1 | |
| 143.4504611 | 1 | |
| 142.5354201 | 1 | |
| 142.0147998 | 1 |
TOC
Real number (ℝ)
| Distinct | 28280 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.695868 |
| Minimum | 1.2203431 |
|---|---|
| Maximum | 28.698737 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 441.9 KiB |
Quantile statistics
| Minimum | 1.2203431 |
|---|---|
| 5-th percentile | 14.204185 |
| Q1 | 16.849845 |
| median | 18.70139 |
| Q3 | 20.543824 |
| 95-th percentile | 23.176755 |
| Maximum | 28.698737 |
| Range | 27.478394 |
| Interquartile range (IQR) | 3.6939792 |
Descriptive statistics
| Standard deviation | 2.7283596 |
|---|---|
| Coefficient of variation (CV) | 0.14593383 |
| Kurtosis | 0.33948026 |
| Mean | 18.695868 |
| Median Absolute Deviation (MAD) | 1.8457 |
| Skewness | -0.069435048 |
| Sum | 528793.93 |
| Variance | 7.4439461 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2.05 | 5 | < 0.1% |
| 20.29831044 | 1 | < 0.1% |
| 21.40274803 | 1 | < 0.1% |
| 22.16273422 | 1 | < 0.1% |
| 18.34244791 | 1 | < 0.1% |
| 22.61328315 | 1 | < 0.1% |
| 20.11231348 | 1 | < 0.1% |
| 18.66205977 | 1 | < 0.1% |
| 16.59146932 | 1 | < 0.1% |
| 18.83737437 | 1 | < 0.1% |
| Other values (28270) | 28270 |
| Value | Count | Frequency (%) |
| 1.220343136 | 1 | < 0.1% |
| 2.05 | 5 | |
| 2.580055335 | 1 | < 0.1% |
| 2.703584956 | 1 | < 0.1% |
| 2.879453715 | 1 | < 0.1% |
| 3.734166667 | 1 | < 0.1% |
| 4.514903896 | 1 | < 0.1% |
| 5.666835791 | 1 | < 0.1% |
| 8.479058574 | 1 | < 0.1% |
| 8.690378616 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 28.698737 | 1 | |
| 28.69592048 | 1 | |
| 28.23124973 | 1 | |
| 28.16604319 | 1 | |
| 28.13370611 | 1 | |
| 28.13291406 | 1 | |
| 28.04087572 | 1 | |
| 27.94455644 | 1 | |
| 27.94139882 | 1 | |
| 27.87244333 | 1 |
ORP
Real number (ℝ)
| Distinct | 23578 |
|---|---|
| Distinct (%) | 95.9% |
| Missing | 3705 |
| Missing (%) | 13.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 366.09808 |
| Minimum | -653.81 |
|---|---|
| Maximum | 1000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 845 |
| Negative (%) | 3.0% |
| Memory size | 441.9 KiB |
Quantile statistics
| Minimum | -653.81 |
|---|---|
| 5-th percentile | 72.582667 |
| Q1 | 205.32833 |
| median | 343.825 |
| Q3 | 470.82208 |
| 95-th percentile | 960.04908 |
| Maximum | 1000 |
| Range | 1653.81 |
| Interquartile range (IQR) | 265.49375 |
Descriptive statistics
| Standard deviation | 266.34996 |
|---|---|
| Coefficient of variation (CV) | 0.72753716 |
| Kurtosis | 1.2282169 |
| Mean | 366.09808 |
| Median Absolute Deviation (MAD) | 135.3525 |
| Skewness | 0.20307599 |
| Sum | 8998324.7 |
| Variance | 70942.301 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1000 | 641 | 2.3% |
| -442.87 | 4 | < 0.1% |
| 313.1675 | 3 | < 0.1% |
| 789.38 | 3 | < 0.1% |
| 379.8116667 | 3 | < 0.1% |
| 322.755 | 3 | < 0.1% |
| 237.7216667 | 3 | < 0.1% |
| 388.2966667 | 2 | < 0.1% |
| 387.7 | 2 | < 0.1% |
| 463.8458333 | 2 | < 0.1% |
| Other values (23568) | 23913 | |
| (Missing) | 3705 | 13.1% |
| Value | Count | Frequency (%) |
| -653.81 | 1 | |
| -506.2925 | 1 | |
| -504.8891667 | 1 | |
| -502.8716667 | 1 | |
| -501.2783333 | 1 | |
| -500 | 1 | |
| -499.8725 | 1 | |
| -493.94 | 1 | |
| -492.8441667 | 1 | |
| -491.5 | 1 |
| Value | Count | Frequency (%) |
| 1000 | 641 | |
| 999.9966667 | 1 | < 0.1% |
| 999.995 | 1 | < 0.1% |
| 999.9808333 | 1 | < 0.1% |
| 999.9783333 | 1 | < 0.1% |
| 999.9666667 | 1 | < 0.1% |
| 999.965 | 1 | < 0.1% |
| 999.9566667 | 1 | < 0.1% |
| 999.955 | 1 | < 0.1% |
| 999.9291667 | 1 | < 0.1% |
Temp
Real number (ℝ)
HIGH CORRELATION  MISSING 
| Distinct | 14971 |
|---|---|
| Distinct (%) | 60.9% |
| Missing | 3703 |
| Missing (%) | 13.1% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 27.578277 |
| Minimum | 3.61 |
|---|---|
| Maximum | 45.901429 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 441.9 KiB |
Quantile statistics
| Minimum | 3.61 |
|---|---|
| 5-th percentile | 21.760833 |
| Q1 | 24.392727 |
| median | 27.245833 |
| Q3 | 30.735 |
| 95-th percentile | 33.583333 |
| Maximum | 45.901429 |
| Range | 42.291429 |
| Interquartile range (IQR) | 6.3422727 |
Descriptive statistics
| Standard deviation | 3.8566355 |
|---|---|
| Coefficient of variation (CV) | 0.13984324 |
| Kurtosis | -0.76477646 |
| Mean | 27.578277 |
| Median Absolute Deviation (MAD) | 3.1525 |
| Skewness | 0.17759645 |
| Sum | 677901.63 |
| Variance | 14.873638 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 24.58416667 | 10 | < 0.1% |
| 30.29166667 | 10 | < 0.1% |
| 24.58 | 9 | < 0.1% |
| 23.54 | 9 | < 0.1% |
| 25.18 | 9 | < 0.1% |
| 26.32083333 | 9 | < 0.1% |
| 24.22 | 8 | < 0.1% |
| 23.94416667 | 8 | < 0.1% |
| 24.96 | 8 | < 0.1% |
| 24.95333333 | 8 | < 0.1% |
| Other values (14961) | 24493 | |
| (Missing) | 3703 | 13.1% |
| Value | Count | Frequency (%) |
| 3.61 | 1 | |
| 18.335 | 1 | |
| 19.07666667 | 1 | |
| 19.22166667 | 1 | |
| 19.33333333 | 1 | |
| 19.4375 | 1 | |
| 19.44833333 | 1 | |
| 19.55 | 1 | |
| 19.58666667 | 1 | |
| 19.58666667 | 1 |
| Value | Count | Frequency (%) |
| 45.90142857 | 1 | |
| 45.70625 | 1 | |
| 44.47875 | 1 | |
| 44.09833333 | 1 | |
| 43.7625 | 1 | |
| 42 | 1 | |
| 41.76818182 | 1 | |
| 41.30666667 | 1 | |
| 39.8275 | 1 | |
| 39.68285714 | 1 |
TEMP
Real number (ℝ)
| Distinct | 28284 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.892659 |
| Minimum | 25.787527 |
|---|---|
| Maximum | 38.210078 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 441.9 KiB |
Quantile statistics
| Minimum | 25.787527 |
|---|---|
| 5-th percentile | 28.088959 |
| Q1 | 29.139201 |
| median | 29.88586 |
| Q3 | 30.642271 |
| 95-th percentile | 31.729862 |
| Maximum | 38.210078 |
| Range | 12.42255 |
| Interquartile range (IQR) | 1.5030696 |
Descriptive statistics
| Standard deviation | 1.1059593 |
|---|---|
| Coefficient of variation (CV) | 0.03699769 |
| Kurtosis | 0.022080352 |
| Mean | 29.892659 |
| Median Absolute Deviation (MAD) | 0.75200022 |
| Skewness | 0.026578553 |
| Sum | 845483.96 |
| Variance | 1.223146 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 29.74394703 | 1 | < 0.1% |
| 29.87314034 | 1 | < 0.1% |
| 30.80619644 | 1 | < 0.1% |
| 30.49834073 | 1 | < 0.1% |
| 29.95049299 | 1 | < 0.1% |
| 29.33167708 | 1 | < 0.1% |
| 30.13896888 | 1 | < 0.1% |
| 30.27257884 | 1 | < 0.1% |
| 29.38377556 | 1 | < 0.1% |
| 30.32187478 | 1 | < 0.1% |
| Other values (28274) | 28274 |
| Value | Count | Frequency (%) |
| 25.78752748 | 1 | |
| 25.86631805 | 1 | |
| 25.99156241 | 1 | |
| 26.06329095 | 1 | |
| 26.12858551 | 1 | |
| 26.1655313 | 1 | |
| 26.17158781 | 1 | |
| 26.18754438 | 1 | |
| 26.29426241 | 1 | |
| 26.31718827 | 1 |
| Value | Count | Frequency (%) |
| 38.21007751 | 1 | |
| 34.01284018 | 1 | |
| 33.922902 | 1 | |
| 33.71985494 | 1 | |
| 33.6501105 | 1 | |
| 33.58803177 | 1 | |
| 33.58394841 | 1 | |
| 33.56820977 | 1 | |
| 33.48524318 | 1 | |
| 33.46611082 | 1 |
| pH | EC | DO | TSS | TN | TP | TOC | ORP | Temp | TEMP | |
|---|---|---|---|---|---|---|---|---|---|---|
| pH | 1.000 | 0.036 | 0.106 | 0.032 | -0.010 | -0.015 | -0.009 | -0.310 | 0.080 | 0.009 |
| EC | 0.036 | 1.000 | -0.505 | -0.042 | 0.013 | 0.011 | 0.003 | 0.029 | 0.311 | -0.001 |
| DO | 0.106 | -0.505 | 1.000 | 0.132 | -0.013 | 0.013 | 0.012 | -0.171 | -0.516 | -0.002 |
| TSS | 0.032 | -0.042 | 0.132 | 1.000 | 0.005 | 0.026 | 0.002 | 0.046 | -0.176 | 0.002 |
| TN | -0.010 | 0.013 | -0.013 | 0.005 | 1.000 | -0.004 | -0.002 | -0.014 | -0.017 | -0.003 |
| TP | -0.015 | 0.011 | 0.013 | 0.026 | -0.004 | 1.000 | -0.000 | -0.013 | -0.035 | 0.006 |
| TOC | -0.009 | 0.003 | 0.012 | 0.002 | -0.002 | -0.000 | 1.000 | -0.008 | -0.011 | -0.004 |
| ORP | -0.310 | 0.029 | -0.171 | 0.046 | -0.014 | -0.013 | -0.008 | 1.000 | 0.186 | 0.004 |
| Temp | 0.080 | 0.311 | -0.516 | -0.176 | -0.017 | -0.035 | -0.011 | 0.186 | 1.000 | 0.025 |
| TEMP | 0.009 | -0.001 | -0.002 | 0.002 | -0.003 | 0.006 | -0.004 | 0.004 | 0.025 | 1.000 |
| pH | EC | DO | TSS | TN | TP | TOC | ORP | Temp | TEMP | |
|---|---|---|---|---|---|---|---|---|---|---|
| Time | ||||||||||
| 2017-07-11 14:00:00 | 7.307273 | 1000.0 | 0.01 | 36.291818 | 3.702490 | 86.426697 | 20.298310 | 250.742727 | 32.437273 | 29.743947 |
| 2017-07-11 15:00:00 | 7.378333 | 1000.0 | 0.01 | 39.222500 | 3.983103 | 87.746943 | 17.942294 | 249.355000 | 32.753333 | 28.987832 |
| 2017-07-11 16:00:00 | 7.319167 | 1000.0 | 0.01 | 34.567500 | 4.018902 | 82.205037 | 17.774147 | 255.738333 | 32.461667 | 31.228486 |
| 2017-07-11 17:00:00 | 7.354167 | 1000.0 | 0.01 | 41.150833 | 3.335166 | 64.428569 | 17.437113 | 239.020000 | 32.587500 | 29.483500 |
| 2017-07-11 18:00:00 | 7.275000 | 1000.0 | 0.01 | 34.420000 | 2.796623 | 51.731326 | 19.871312 | 255.343333 | 32.163333 | 29.167170 |
| 2017-07-11 19:00:00 | 7.311667 | 1000.0 | 0.01 | 30.965000 | 3.923907 | 57.211911 | 17.359625 | 249.273333 | 31.392500 | 28.162208 |
| 2017-07-11 20:00:00 | 7.341667 | 1000.0 | 0.01 | 28.308333 | 3.870438 | 74.366749 | 22.503985 | 249.909167 | 30.806667 | 28.281226 |
| 2017-07-11 21:00:00 | 7.383333 | 1000.0 | 0.01 | 26.497500 | 2.697138 | 73.611510 | 19.270923 | 245.718333 | 30.294167 | 28.887507 |
| 2017-07-11 22:00:00 | 7.432500 | 1000.0 | 0.01 | 24.596667 | 3.565086 | 72.784525 | 17.595593 | 245.409167 | 29.820833 | 30.055453 |
| 2017-07-11 23:00:00 | 7.477500 | 1000.0 | 0.01 | 22.815000 | 3.092716 | 69.879645 | 21.069373 | 244.578333 | 29.395833 | 29.142884 |
| pH | EC | DO | TSS | TN | TP | TOC | ORP | Temp | TEMP | |
|---|---|---|---|---|---|---|---|---|---|---|
| Time | ||||||||||
| 2020-10-01 16:00:00 | 12.311667 | 6.250000 | 8.144167 | 147.834318 | 3.235537 | 83.625809 | 13.091333 | 387.318333 | 26.356667 | 30.520572 |
| 2020-10-01 17:00:00 | 12.353333 | 6.380000 | 8.167500 | 157.152426 | 3.866401 | 58.884106 | 21.948128 | 387.896667 | 26.192500 | 29.743345 |
| 2020-10-01 18:00:00 | 12.381667 | 9.163333 | 8.189167 | 194.296648 | 4.650612 | 87.640367 | 18.729940 | 387.870000 | 26.377500 | 27.760309 |
| 2020-10-01 19:00:00 | 12.400000 | 9.336667 | 8.199167 | 152.842621 | 3.472961 | 71.417609 | 19.723982 | 387.488333 | 26.015000 | 28.901547 |
| 2020-10-01 20:00:00 | 12.527500 | 6.858333 | 8.177500 | 139.769117 | 2.775471 | 66.971946 | 21.204772 | 385.916667 | 25.954167 | 29.642763 |
| 2020-10-01 21:00:00 | 12.634167 | 6.989167 | 8.171667 | 146.695344 | 3.792027 | 79.056135 | 10.661287 | 384.365833 | 25.943333 | 32.258008 |
| 2020-10-01 22:00:00 | 12.400000 | 10.463333 | 8.300833 | 159.644868 | 3.937483 | 71.724848 | 16.870520 | 387.443333 | 24.953333 | 30.020286 |
| 2020-10-01 23:00:00 | 12.754167 | 11.373333 | 8.321667 | 145.619503 | 3.764506 | 64.882374 | 21.199508 | 385.912500 | 24.382500 | 28.798577 |
| 2020-10-02 00:00:00 | 12.794167 | 9.380000 | 8.284167 | 128.511252 | 4.445806 | 71.555137 | 20.153053 | 384.059167 | 24.708333 | 31.503328 |
| 2020-10-02 01:00:00 | 12.800000 | 9.380000 | 8.280000 | 168.404321 | 2.814321 | 26.744286 | 27.944556 | 384.230000 | 24.760000 | 38.210078 |